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Papers and releases

Papers, models, and technical reports on multi-agent systems, reasoning, and reinforcement learning for financial markets.

  • Sep 16, 2025
  • Reinforcement learning

Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning

Financially aware reasoning model that learns structured, evidence-grounded investment theses and volatility-adjusted decisions through supervised fine-tuning and a three-stage reinforcement-learning curriculum.

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  • Mar 25, 2025
  • Multi-agent

TradingAgents: Multi-Agents LLM Financial Trading Framework

Multi-agent LLM framework that simulates a professional trading firm: analysts, researchers, traders, and risk managers reach decisions through structured debate.

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